On EMNIST Letters, a GMVAE reached 80% accuracy from roughly three labeled samples per cluster, where XGBoost needed 35 times the supervision. Most of that comes down to soft decoding instead of hard cluster assignment.
Spry Fox has run the same WordPress blog since 2010, through hits, an acquisition and spin-outs. Why that outlasts social platforms, and how to cache a deep archive with the Transients API so an old database stays fast.
Gutenberg 23.0 adds an experimental revisions panel for templates, template parts and patterns, plus a flag that stops legacy meta boxes from disabling real-time collaboration. The Guidelines rename will catch you out on update.
Bigger context payloads buy accuracy and charge you latency and tokens. How KNN-based prefiltering with scikit-learn trims an ICL payload without losing predictive accuracy, and whether to run it client side or service side.
AI slop is code that reads fine until it meets real traffic. This is the problem, hypothesis, test, conclusion loop I run on AI written WordPress and WooCommerce work, including a benchmark that settles metadata API versus a custom table.
A junior dev tried to delete the .git folder to undo a bad merge. Here is what to do instead: the three trees, the three git reset modes, git revert for commits you already pushed, and the reflog for when a hard reset takes the wrong thing.
WordPress data usually rots instead of crashing: postmeta grows, queries slow down, and reports stop matching reality. Ahmad Wael covers when to leave the core schema, how custom tables change your query times, and who has to own the data definitions.
Basic embeddings only get you so far. Ahmad Wael explains the two-stage pattern behind advanced RAG retrieval: a bi-encoder for recall, a cross-encoder for precision, and the caching tricks that keep the second pass off most of your traffic.
WooCommerce 10.7 drops an HPOS order request from 271 queries to 132, gives the Fulfillments API typed PHP methods, and hardens the REST API against XSS and CSRF. It also runs a database update, so stage it before you ship.
Notes from the April 21, 2026 performance chat: what auto sizes fixes about the sizes attribute, why the Gallery block is holding up a core merge, and a wp_calculate_image_sizes filter that beats regexing the_content.